Overview
Brought to you by YData
Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 20040 |
| Missing cells | 4584 |
| Missing cells (%) | 0.8% |
| Duplicate rows | 40 |
| Duplicate rows (%) | 0.2% |
| Total size in memory | 12.9 MiB |
| Average record size in memory | 675.5 B |
Variable types
| Numeric | 16 |
|---|---|
| DateTime | 2 |
| Categorical | 12 |
| Dataset has 40 (0.2%) duplicate rows | Duplicates |
credit_score is highly overall correlated with late_payments | High correlation |
lat is highly overall correlated with province | High correlation |
late_payments is highly overall correlated with credit_score | High correlation |
lng is highly overall correlated with province | High correlation |
monthly_charges is highly overall correlated with next_month_spend and 1 other fields | High correlation |
next_month_spend is highly overall correlated with monthly_charges and 2 other fields | High correlation |
plan_type is highly overall correlated with next_month_spend | High correlation |
province is highly overall correlated with lat and 1 other fields | High correlation |
review_text is highly overall correlated with satisfaction_score | High correlation |
satisfaction_score is highly overall correlated with review_text | High correlation |
tenure_months is highly overall correlated with total_charges | High correlation |
total_charges is highly overall correlated with monthly_charges and 2 other fields | High correlation |
satisfaction_score is highly imbalanced (57.2%) | Imbalance |
payment_method has 399 (2.0%) missing values | Missing |
data_usage_gb has 778 (3.9%) missing values | Missing |
avg_session_minutes has 658 (3.3%) missing values | Missing |
credit_score has 969 (4.8%) missing values | Missing |
income has 1576 (7.9%) missing values | Missing |
review_text has 204 (1.0%) missing values | Missing |
customer_id is uniformly distributed | Uniform |
tenure_months has 564 (2.8%) zeros | Zeros |
total_charges has 564 (2.8%) zeros | Zeros |
support_tickets_last_6mo has 8323 (41.5%) zeros | Zeros |
late_payments has 12384 (61.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-02 21:25:08.299101 |
|---|---|
| Analysis finished | 2025-11-02 21:25:26.904286 |
| Duration | 18.61 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
customer_id
Real number (ℝ)
Uniform
| Distinct | 20000 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10004.174 |
| Minimum | 1 |
|---|---|
| Maximum | 20000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1002.95 |
| Q1 | 5004.75 |
| median | 10004.5 |
| Q3 | 15006.25 |
| 95-th percentile | 19001.05 |
| Maximum | 20000 |
| Range | 19999 |
| Interquartile range (IQR) | 10001.5 |
Descriptive statistics
| Standard deviation | 5773.6797 |
|---|---|
| Coefficient of variation (CV) | 0.5771271 |
| Kurtosis | -1.2001999 |
| Mean | 10004.174 |
| Median Absolute Deviation (MAD) | 5001 |
| Skewness | -0.00068560945 |
| Sum | 2.0048364 × 108 |
| Variance | 33335377 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9302 | 2 | < 0.1% |
| 3439 | 2 | < 0.1% |
| 2745 | 2 | < 0.1% |
| 13437 | 2 | < 0.1% |
| 12387 | 2 | < 0.1% |
| 7357 | 2 | < 0.1% |
| 2559 | 2 | < 0.1% |
| 9108 | 2 | < 0.1% |
| 6721 | 2 | < 0.1% |
| 11468 | 2 | < 0.1% |
| Other values (19990) | 20020 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 20000 | 1 | |
| 19999 | 1 | |
| 19998 | 1 | |
| 19997 | 1 | |
| 19996 | 1 | |
| 19995 | 1 | |
| 19994 | 1 | |
| 19993 | 1 | |
| 19992 | 1 | |
| 19991 | 1 |
signup_date
Date
| Distinct | 2555 |
|---|---|
| Distinct (%) | 12.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 156.7 KiB |
| Minimum | 2018-01-01 00:00:00 |
|---|---|
| Maximum | 2024-12-30 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
last_seen
Date
| Distinct | 2682 |
|---|---|
| Distinct (%) | 13.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 156.7 KiB |
| Minimum | 2018-01-09 00:00:00 |
|---|---|
| Maximum | 2025-09-30 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
age
Real number (ℝ)
| Distinct | 54 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.695609 |
| Minimum | 18 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 28 |
| median | 34 |
| Q3 | 41 |
| 95-th percentile | 51 |
| Maximum | 77 |
| Range | 59 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.5703269 |
|---|---|
| Coefficient of variation (CV) | 0.27583684 |
| Kurtosis | -0.37688158 |
| Mean | 34.695609 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.23206646 |
| Sum | 695300 |
| Variance | 91.591158 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18 | 1084 | 5.4% |
| 34 | 863 | 4.3% |
| 36 | 792 | 4.0% |
| 32 | 781 | 3.9% |
| 33 | 773 | 3.9% |
| 35 | 773 | 3.9% |
| 37 | 772 | 3.9% |
| 38 | 761 | 3.8% |
| 31 | 740 | 3.7% |
| 39 | 690 | 3.4% |
| Other values (44) | 12011 |
| Value | Count | Frequency (%) |
| 18 | 1084 | |
| 19 | 251 | 1.3% |
| 20 | 248 | 1.2% |
| 21 | 348 | 1.7% |
| 22 | 328 | 1.6% |
| 23 | 415 | 2.1% |
| 24 | 483 | |
| 25 | 520 | |
| 26 | 577 | |
| 27 | 662 |
| Value | Count | Frequency (%) |
| 77 | 1 | < 0.1% |
| 75 | 1 | < 0.1% |
| 69 | 2 | < 0.1% |
| 68 | 1 | < 0.1% |
| 67 | 2 | < 0.1% |
| 66 | 9 | < 0.1% |
| 65 | 2 | < 0.1% |
| 64 | 7 | < 0.1% |
| 63 | 10 | |
| 62 | 24 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| Female | |
|---|---|
| Male | |
| Other | 729 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.0122255 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 9778 | |
| Male | 9533 | |
| Other | 729 | 3.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 9778 | |
| male | 9533 | |
| other | 729 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 29818 | |
| a | 19311 | |
| l | 19311 | |
| F | 9778 | 9.7% |
| m | 9778 | 9.7% |
| M | 9533 | 9.5% |
| O | 729 | 0.7% |
| t | 729 | 0.7% |
| h | 729 | 0.7% |
| r | 729 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 100445 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 29818 | |
| a | 19311 | |
| l | 19311 | |
| F | 9778 | 9.7% |
| m | 9778 | 9.7% |
| M | 9533 | 9.5% |
| O | 729 | 0.7% |
| t | 729 | 0.7% |
| h | 729 | 0.7% |
| r | 729 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 100445 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 29818 | |
| a | 19311 | |
| l | 19311 | |
| F | 9778 | 9.7% |
| m | 9778 | 9.7% |
| M | 9533 | 9.5% |
| O | 729 | 0.7% |
| t | 729 | 0.7% |
| h | 729 | 0.7% |
| r | 729 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 100445 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 29818 | |
| a | 19311 | |
| l | 19311 | |
| F | 9778 | 9.7% |
| m | 9778 | 9.7% |
| M | 9533 | 9.5% |
| O | 729 | 0.7% |
| t | 729 | 0.7% |
| h | 729 | 0.7% |
| r | 729 | 0.7% |
province
Categorical
High correlation
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Harare | |
|---|---|
| Mashonaland East | |
| Mashonaland West | |
| Masvingo | |
| Matabeleland South | |
| Other values (5) |
Length
| Max length | 19 |
|---|---|
| Median length | 18 |
| Mean length | 12.65983 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Matabeleland North |
|---|---|
| 2nd row | Mashonaland West |
| 3rd row | Midlands |
| 4th row | Bulawayo |
| 5th row | Matabeleland South |
Common Values
| Value | Count | Frequency (%) |
| Harare | 2086 | |
| Mashonaland East | 2044 | |
| Mashonaland West | 2034 | |
| Masvingo | 2023 | |
| Matabeleland South | 1999 | |
| Bulawayo | 1995 | |
| Manicaland | 1982 | |
| Midlands | 1973 | |
| Matabeleland North | 1967 | |
| Mashonaland Central | 1937 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mashonaland | 6015 | |
| matabeleland | 3966 | |
| harare | 2086 | 6.9% |
| east | 2044 | 6.8% |
| west | 2034 | 6.8% |
| masvingo | 2023 | 6.7% |
| south | 1999 | 6.7% |
| bulawayo | 1995 | 6.6% |
| manicaland | 1982 | 6.6% |
| midlands | 1973 | 6.6% |
| Other values (2) | 3904 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 52028 | |
| n | 25893 | |
| l | 21834 | 8.6% |
| M | 15959 | 6.3% |
| d | 15909 | 6.3% |
| s | 14089 | 5.6% |
| o | 13999 | 5.5% |
| e | 13989 | 5.5% |
| t | 13947 | 5.5% |
| 9981 | 3.9% | |
| Other values (17) | 56075 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 253703 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 52028 | |
| n | 25893 | |
| l | 21834 | 8.6% |
| M | 15959 | 6.3% |
| d | 15909 | 6.3% |
| s | 14089 | 5.6% |
| o | 13999 | 5.5% |
| e | 13989 | 5.5% |
| t | 13947 | 5.5% |
| 9981 | 3.9% | |
| Other values (17) | 56075 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 253703 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 52028 | |
| n | 25893 | |
| l | 21834 | 8.6% |
| M | 15959 | 6.3% |
| d | 15909 | 6.3% |
| s | 14089 | 5.6% |
| o | 13999 | 5.5% |
| e | 13989 | 5.5% |
| t | 13947 | 5.5% |
| 9981 | 3.9% | |
| Other values (17) | 56075 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 253703 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 52028 | |
| n | 25893 | |
| l | 21834 | 8.6% |
| M | 15959 | 6.3% |
| d | 15909 | 6.3% |
| s | 14089 | 5.6% |
| o | 13999 | 5.5% |
| e | 13989 | 5.5% |
| t | 13947 | 5.5% |
| 9981 | 3.9% | |
| Other values (17) | 56075 |
lat
Real number (ℝ)
High correlation
| Distinct | 15914 |
|---|---|
| Distinct (%) | 79.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -18.879823 |
| Minimum | -21.6306 |
|---|---|
| Maximum | -16.1507 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 20040 |
| Negative (%) | 100.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | -21.6306 |
|---|---|
| 5-th percentile | -21.05431 |
| Q1 | -19.968725 |
| median | -18.82895 |
| Q3 | -17.827275 |
| 95-th percentile | -16.767825 |
| Maximum | -16.1507 |
| Range | 5.4799 |
| Interquartile range (IQR) | 2.14145 |
Descriptive statistics
| Standard deviation | 1.2868369 |
|---|---|
| Coefficient of variation (CV) | -0.068159372 |
| Kurtosis | -0.90675311 |
| Mean | -18.879823 |
| Median Absolute Deviation (MAD) | 1.08305 |
| Skewness | 0.0033369104 |
| Sum | -378351.65 |
| Variance | 1.6559491 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -18.9129 | 7 | < 0.1% |
| -20.0347 | 6 | < 0.1% |
| -18.6874 | 6 | < 0.1% |
| -18.631 | 6 | < 0.1% |
| -18.5723 | 6 | < 0.1% |
| -18.6203 | 5 | < 0.1% |
| -20.1872 | 5 | < 0.1% |
| -18.5064 | 5 | < 0.1% |
| -17.5819 | 5 | < 0.1% |
| -20.0059 | 5 | < 0.1% |
| Other values (15904) | 19984 |
| Value | Count | Frequency (%) |
| -21.6306 | 1 | |
| -21.6256 | 1 | |
| -21.6133 | 1 | |
| -21.6049 | 1 | |
| -21.6046 | 1 | |
| -21.6012 | 1 | |
| -21.5785 | 1 | |
| -21.5735 | 1 | |
| -21.5594 | 1 | |
| -21.5563 | 1 |
| Value | Count | Frequency (%) |
| -16.1507 | 1 | |
| -16.1509 | 1 | |
| -16.1627 | 1 | |
| -16.1696 | 1 | |
| -16.1818 | 1 | |
| -16.2009 | 1 | |
| -16.2019 | 1 | |
| -16.2369 | 1 | |
| -16.2497 | 1 | |
| -16.2801 | 1 |
lng
Real number (ℝ)
High correlation
| Distinct | 16056 |
|---|---|
| Distinct (%) | 80.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.313769 |
| Minimum | 26.7921 |
|---|---|
| Maximum | 33.3467 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 26.7921 |
|---|---|
| 5-th percentile | 27.5528 |
| Q1 | 29.072375 |
| median | 30.53245 |
| Q3 | 31.213525 |
| 95-th percentile | 32.667315 |
| Maximum | 33.3467 |
| Range | 6.5546 |
| Interquartile range (IQR) | 2.14115 |
Descriptive statistics
| Standard deviation | 1.516646 |
|---|---|
| Coefficient of variation (CV) | 0.050031587 |
| Kurtosis | -0.79024401 |
| Mean | 30.313769 |
| Median Absolute Deviation (MAD) | 1.08415 |
| Skewness | -0.20191754 |
| Sum | 607487.93 |
| Variance | 2.300215 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.8818 | 7 | < 0.1% |
| 30.9875 | 6 | < 0.1% |
| 30.9929 | 5 | < 0.1% |
| 31.3305 | 5 | < 0.1% |
| 29.9894 | 5 | < 0.1% |
| 30.9809 | 5 | < 0.1% |
| 30.8704 | 5 | < 0.1% |
| 30.9938 | 5 | < 0.1% |
| 31.0841 | 5 | < 0.1% |
| 31.1523 | 5 | < 0.1% |
| Other values (16046) | 19987 |
| Value | Count | Frequency (%) |
| 26.7921 | 1 | |
| 26.8313 | 1 | |
| 26.9224 | 1 | |
| 26.9681 | 1 | |
| 26.9687 | 1 | |
| 26.9802 | 1 | |
| 26.9998 | 1 | |
| 27.0126 | 1 | |
| 27.0137 | 1 | |
| 27.0256 | 1 |
| Value | Count | Frequency (%) |
| 33.3467 | 1 | |
| 33.3195 | 1 | |
| 33.2555 | 1 | |
| 33.2553 | 1 | |
| 33.2529 | 1 | |
| 33.2523 | 1 | |
| 33.2473 | 1 | |
| 33.2416 | 1 | |
| 33.2161 | 1 | |
| 33.1921 | 1 |
plan_type
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| Prepaid | |
|---|---|
| Postpaid | |
| Premium |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.4023952 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Premium |
|---|---|
| 2nd row | Prepaid |
| 3rd row | Prepaid |
| 4th row | Prepaid |
| 5th row | Postpaid |
Common Values
| Value | Count | Frequency (%) |
| Prepaid | 8927 | |
| Postpaid | 8064 | |
| Premium | 3049 | 15.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| prepaid | 8927 | |
| postpaid | 8064 | |
| premium | 3049 | 15.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 20040 | |
| i | 20040 | |
| a | 16991 | |
| p | 16991 | |
| d | 16991 | |
| r | 11976 | |
| e | 11976 | |
| o | 8064 | |
| s | 8064 | |
| t | 8064 | |
| Other values (2) | 9147 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 148344 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| P | 20040 | |
| i | 20040 | |
| a | 16991 | |
| p | 16991 | |
| d | 16991 | |
| r | 11976 | |
| e | 11976 | |
| o | 8064 | |
| s | 8064 | |
| t | 8064 | |
| Other values (2) | 9147 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 148344 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| P | 20040 | |
| i | 20040 | |
| a | 16991 | |
| p | 16991 | |
| d | 16991 | |
| r | 11976 | |
| e | 11976 | |
| o | 8064 | |
| s | 8064 | |
| t | 8064 | |
| Other values (2) | 9147 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 148344 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| P | 20040 | |
| i | 20040 | |
| a | 16991 | |
| p | 16991 | |
| d | 16991 | |
| r | 11976 | |
| e | 11976 | |
| o | 8064 | |
| s | 8064 | |
| t | 8064 | |
| Other values (2) | 9147 |
contract
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Month-to-Month | |
|---|---|
| One Year | |
| Two Year |
Length
| Max length | 14 |
|---|---|
| Median length | 14 |
| Mean length | 11.313772 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Month-to-Month |
|---|---|
| 2nd row | Month-to-Month |
| 3rd row | One Year |
| 4th row | Month-to-Month |
| 5th row | Two Year |
Common Values
| Value | Count | Frequency (%) |
| Month-to-Month | 11068 | |
| One Year | 5968 | |
| Two Year | 3004 | 15.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| month-to-month | 11068 | |
| year | 8972 | |
| one | 5968 | |
| two | 3004 | 10.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 36208 | |
| t | 33204 | |
| n | 28104 | |
| M | 22136 | |
| h | 22136 | |
| - | 22136 | |
| e | 14940 | |
| 8972 | 4.0% | |
| Y | 8972 | 4.0% |
| a | 8972 | 4.0% |
| Other values (4) | 20948 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 226728 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 36208 | |
| t | 33204 | |
| n | 28104 | |
| M | 22136 | |
| h | 22136 | |
| - | 22136 | |
| e | 14940 | |
| 8972 | 4.0% | |
| Y | 8972 | 4.0% |
| a | 8972 | 4.0% |
| Other values (4) | 20948 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 226728 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 36208 | |
| t | 33204 | |
| n | 28104 | |
| M | 22136 | |
| h | 22136 | |
| - | 22136 | |
| e | 14940 | |
| 8972 | 4.0% | |
| Y | 8972 | 4.0% |
| a | 8972 | 4.0% |
| Other values (4) | 20948 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 226728 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 36208 | |
| t | 33204 | |
| n | 28104 | |
| M | 22136 | |
| h | 22136 | |
| - | 22136 | |
| e | 14940 | |
| 8972 | 4.0% | |
| Y | 8972 | 4.0% |
| a | 8972 | 4.0% |
| Other values (4) | 20948 |
payment_method
Categorical
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 399 |
| Missing (%) | 2.0% |
| Memory size | 1.3 MiB |
| Debit Card | |
|---|---|
| EcoCash | |
| Credit Card | |
| Cash |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 8.7557151 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Credit Card |
|---|---|
| 2nd row | EcoCash |
| 3rd row | EcoCash |
| 4th row | Debit Card |
| 5th row | EcoCash |
Common Values
| Value | Count | Frequency (%) |
| Debit Card | 6803 | |
| EcoCash | 6094 | |
| Credit Card | 4901 | |
| Cash | 1843 | 9.2% |
| (Missing) | 399 | 2.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| card | 11704 | |
| debit | 6803 | |
| ecocash | 6094 | |
| credit | 4901 | |
| cash | 1843 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 24542 | |
| a | 19641 | |
| r | 16605 | |
| d | 16605 | |
| t | 11704 | 6.8% |
| i | 11704 | 6.8% |
| e | 11704 | 6.8% |
| 11704 | 6.8% | |
| h | 7937 | 4.6% |
| s | 7937 | 4.6% |
| Other values (5) | 31888 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 171971 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| C | 24542 | |
| a | 19641 | |
| r | 16605 | |
| d | 16605 | |
| t | 11704 | 6.8% |
| i | 11704 | 6.8% |
| e | 11704 | 6.8% |
| 11704 | 6.8% | |
| h | 7937 | 4.6% |
| s | 7937 | 4.6% |
| Other values (5) | 31888 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 171971 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| C | 24542 | |
| a | 19641 | |
| r | 16605 | |
| d | 16605 | |
| t | 11704 | 6.8% |
| i | 11704 | 6.8% |
| e | 11704 | 6.8% |
| 11704 | 6.8% | |
| h | 7937 | 4.6% |
| s | 7937 | 4.6% |
| Other values (5) | 31888 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 171971 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| C | 24542 | |
| a | 19641 | |
| r | 16605 | |
| d | 16605 | |
| t | 11704 | 6.8% |
| i | 11704 | 6.8% |
| e | 11704 | 6.8% |
| 11704 | 6.8% | |
| h | 7937 | 4.6% |
| s | 7937 | 4.6% |
| Other values (5) | 31888 |
device_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| Android | |
|---|---|
| iOS | |
| Web |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 5.3976048 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Android |
|---|---|
| 2nd row | Android |
| 3rd row | Android |
| 4th row | Android |
| 5th row | iOS |
Common Values
| Value | Count | Frequency (%) |
| Android | 12012 | |
| iOS | 5598 | |
| Web | 2430 | 12.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| android | 12012 | |
| ios | 5598 | |
| web | 2430 | 12.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| d | 24024 | |
| i | 17610 | |
| A | 12012 | |
| n | 12012 | |
| r | 12012 | |
| o | 12012 | |
| O | 5598 | 5.2% |
| S | 5598 | 5.2% |
| W | 2430 | 2.2% |
| e | 2430 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 108168 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| d | 24024 | |
| i | 17610 | |
| A | 12012 | |
| n | 12012 | |
| r | 12012 | |
| o | 12012 | |
| O | 5598 | 5.2% |
| S | 5598 | 5.2% |
| W | 2430 | 2.2% |
| e | 2430 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 108168 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| d | 24024 | |
| i | 17610 | |
| A | 12012 | |
| n | 12012 | |
| r | 12012 | |
| o | 12012 | |
| O | 5598 | 5.2% |
| S | 5598 | 5.2% |
| W | 2430 | 2.2% |
| e | 2430 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 108168 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| d | 24024 | |
| i | 17610 | |
| A | 12012 | |
| n | 12012 | |
| r | 12012 | |
| o | 12012 | |
| O | 5598 | 5.2% |
| S | 5598 | 5.2% |
| W | 2430 | 2.2% |
| e | 2430 | 2.2% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 15549 | |
| 0 | 4491 | 22.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 15549 | |
| 0 | 4491 | 22.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 15549 | |
| 0 | 4491 | 22.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 15549 | |
| 0 | 4491 | 22.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 15549 | |
| 0 | 4491 | 22.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 15549 | |
| 0 | 4491 | 22.4% |
has_international_plan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16424 | |
| 1 | 3616 | 18.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 16424 | |
| 1 | 3616 | 18.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16424 | |
| 1 | 3616 | 18.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16424 | |
| 1 | 3616 | 18.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16424 | |
| 1 | 3616 | 18.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16424 | |
| 1 | 3616 | 18.0% |
tenure_months
Real number (ℝ)
High correlation Zeros
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.640419 |
| Minimum | 0 |
|---|---|
| Maximum | 36 |
| Zeros | 564 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 16 |
| Q3 | 25 |
| 95-th percentile | 33 |
| Maximum | 36 |
| Range | 36 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 9.9751897 |
|---|---|
| Coefficient of variation (CV) | 0.59945543 |
| Kurtosis | -1.0437911 |
| Mean | 16.640419 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.15020363 |
| Sum | 333474 |
| Variance | 99.504409 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 723 | 3.6% |
| 10 | 711 | 3.5% |
| 12 | 688 | 3.4% |
| 9 | 668 | 3.3% |
| 14 | 662 | 3.3% |
| 13 | 660 | 3.3% |
| 16 | 649 | 3.2% |
| 17 | 639 | 3.2% |
| 15 | 637 | 3.2% |
| 18 | 612 | 3.1% |
| Other values (27) | 13391 |
| Value | Count | Frequency (%) |
| 0 | 564 | |
| 1 | 496 | |
| 2 | 528 | |
| 3 | 582 | |
| 4 | 551 | |
| 5 | 551 | |
| 6 | 535 | |
| 7 | 575 | |
| 8 | 576 | |
| 9 | 668 |
| Value | Count | Frequency (%) |
| 36 | 203 | |
| 35 | 399 | |
| 34 | 374 | |
| 33 | 381 | |
| 32 | 407 | |
| 31 | 474 | |
| 30 | 475 | |
| 29 | 480 | |
| 28 | 463 | |
| 27 | 468 |
monthly_charges
Real number (ℝ)
High correlation
| Distinct | 6408 |
|---|---|
| Distinct (%) | 32.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.634177 |
| Minimum | 5 |
|---|---|
| Maximum | 685.08 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 10.3695 |
| Q1 | 15.47 |
| median | 25.305 |
| Q3 | 40.67 |
| 95-th percentile | 78.4005 |
| Maximum | 685.08 |
| Range | 680.08 |
| Interquartile range (IQR) | 25.2 |
Descriptive statistics
| Standard deviation | 22.205095 |
|---|---|
| Coefficient of variation (CV) | 0.70193368 |
| Kurtosis | 51.423338 |
| Mean | 31.634177 |
| Median Absolute Deviation (MAD) | 11.225 |
| Skewness | 3.2398279 |
| Sum | 633948.91 |
| Variance | 493.06622 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 38 | 0.2% |
| 15.2 | 18 | 0.1% |
| 14.66 | 18 | 0.1% |
| 16.59 | 18 | 0.1% |
| 14.92 | 18 | 0.1% |
| 15.51 | 18 | 0.1% |
| 14.7 | 17 | 0.1% |
| 14.35 | 17 | 0.1% |
| 13.38 | 17 | 0.1% |
| 14.73 | 17 | 0.1% |
| Other values (6398) | 19844 |
| Value | Count | Frequency (%) |
| 5 | 38 | |
| 5.02 | 1 | < 0.1% |
| 5.03 | 1 | < 0.1% |
| 5.06 | 1 | < 0.1% |
| 5.1 | 1 | < 0.1% |
| 5.12 | 1 | < 0.1% |
| 5.18 | 1 | < 0.1% |
| 5.19 | 1 | < 0.1% |
| 5.23 | 1 | < 0.1% |
| 5.24 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 685.08 | 1 | |
| 492.18 | 1 | |
| 312.78 | 1 | |
| 300.3 | 1 | |
| 258.06 | 1 | |
| 238.5 | 1 | |
| 220.08 | 1 | |
| 219.36 | 1 | |
| 213.72 | 1 | |
| 201.48 | 1 |
total_charges
Real number (ℝ)
High correlation Zeros
| Distinct | 17759 |
|---|---|
| Distinct (%) | 88.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 524.17739 |
| Minimum | 0 |
|---|---|
| Maximum | 4214.07 |
| Zeros | 564 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 29.819 |
| Q1 | 177.0725 |
| median | 366.55 |
| Q3 | 697.2475 |
| 95-th percentile | 1575.3925 |
| Maximum | 4214.07 |
| Range | 4214.07 |
| Interquartile range (IQR) | 520.175 |
Descriptive statistics
| Standard deviation | 513.14362 |
|---|---|
| Coefficient of variation (CV) | 0.97895031 |
| Kurtosis | 4.8111329 |
| Mean | 524.17739 |
| Median Absolute Deviation (MAD) | 227.575 |
| Skewness | 1.9466897 |
| Sum | 10504515 |
| Variance | 263316.37 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 564 | 2.8% |
| 414.16 | 4 | < 0.1% |
| 659.69 | 4 | < 0.1% |
| 427 | 4 | < 0.1% |
| 356.12 | 4 | < 0.1% |
| 510.17 | 4 | < 0.1% |
| 396.82 | 4 | < 0.1% |
| 32.17 | 4 | < 0.1% |
| 248.84 | 4 | < 0.1% |
| 67.35 | 4 | < 0.1% |
| Other values (17749) | 19440 |
| Value | Count | Frequency (%) |
| 0 | 564 | |
| 4.68 | 1 | < 0.1% |
| 5.63 | 1 | < 0.1% |
| 6.69 | 1 | < 0.1% |
| 6.82 | 1 | < 0.1% |
| 7.03 | 1 | < 0.1% |
| 7.7 | 1 | < 0.1% |
| 7.85 | 1 | < 0.1% |
| 8.02 | 1 | < 0.1% |
| 8.4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4214.07 | 1 | |
| 3878.79 | 1 | |
| 3826.04 | 1 | |
| 3647.73 | 1 | |
| 3637.53 | 1 | |
| 3615.17 | 1 | |
| 3601.67 | 1 | |
| 3569.3 | 1 | |
| 3537.05 | 1 | |
| 3509.66 | 1 |
support_tickets_last_6mo
Real number (ℝ)
Zeros
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.89510978 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 8323 |
| Zeros (%) | 41.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.96512159 |
|---|---|
| Coefficient of variation (CV) | 1.0782159 |
| Kurtosis | 1.5746834 |
| Mean | 0.89510978 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.1460036 |
| Sum | 17938 |
| Variance | 0.93145969 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8323 | |
| 1 | 7168 | |
| 2 | 3269 | 16.3% |
| 3 | 970 | 4.8% |
| 4 | 248 | 1.2% |
| 5 | 46 | 0.2% |
| 6 | 13 | 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8323 | |
| 1 | 7168 | |
| 2 | 3269 | 16.3% |
| 3 | 970 | 4.8% |
| 4 | 248 | 1.2% |
| 5 | 46 | 0.2% |
| 6 | 13 | 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6 | 13 | 0.1% |
| 5 | 46 | 0.2% |
| 4 | 248 | 1.2% |
| 3 | 970 | 4.8% |
| 2 | 3269 | 16.3% |
| 1 | 7168 | |
| 0 | 8323 |
data_usage_gb
Real number (ℝ)
Missing
| Distinct | 2576 |
|---|---|
| Distinct (%) | 13.4% |
| Missing | 778 |
| Missing (%) | 3.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.8799663 |
| Minimum | 0.21 |
|---|---|
| Maximum | 223.52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 0.21 |
|---|---|
| 5-th percentile | 2.65 |
| Q1 | 5.67 |
| median | 8.885 |
| Q3 | 12.89 |
| 95-th percentile | 20.33 |
| Maximum | 223.52 |
| Range | 223.31 |
| Interquartile range (IQR) | 7.22 |
Descriptive statistics
| Standard deviation | 6.4050209 |
|---|---|
| Coefficient of variation (CV) | 0.64828368 |
| Kurtosis | 160.33966 |
| Mean | 9.8799663 |
| Median Absolute Deviation (MAD) | 3.505 |
| Skewness | 6.6531955 |
| Sum | 190307.91 |
| Variance | 41.024293 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.43 | 31 | 0.2% |
| 6.04 | 26 | 0.1% |
| 5.18 | 26 | 0.1% |
| 10.37 | 25 | 0.1% |
| 6.25 | 24 | 0.1% |
| 8.43 | 24 | 0.1% |
| 9.21 | 24 | 0.1% |
| 3.86 | 23 | 0.1% |
| 6.21 | 23 | 0.1% |
| 4.42 | 23 | 0.1% |
| Other values (2566) | 19013 | |
| (Missing) | 778 | 3.9% |
| Value | Count | Frequency (%) |
| 0.21 | 1 | |
| 0.22 | 1 | |
| 0.23 | 1 | |
| 0.33 | 1 | |
| 0.35 | 1 | |
| 0.37 | 1 | |
| 0.38 | 1 | |
| 0.39 | 1 | |
| 0.4 | 1 | |
| 0.45 | 1 |
| Value | Count | Frequency (%) |
| 223.52 | 1 | |
| 195.76 | 1 | |
| 184.96 | 1 | |
| 158.08 | 1 | |
| 127.68 | 1 | |
| 115.84 | 1 | |
| 99.52 | 1 | |
| 82.24 | 1 | |
| 77.04 | 1 | |
| 76.08 | 1 |
calls_per_month
Real number (ℝ)
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.013323 |
| Minimum | 16 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 37 |
| median | 43 |
| Q3 | 49 |
| 95-th percentile | 62 |
| Maximum | 90 |
| Range | 74 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 9.3544554 |
|---|---|
| Coefficient of variation (CV) | 0.2125369 |
| Kurtosis | 0.56160165 |
| Mean | 44.013323 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.70657745 |
| Sum | 882027 |
| Variance | 87.505836 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 39 | 973 | 4.9% |
| 42 | 972 | 4.9% |
| 41 | 953 | 4.8% |
| 40 | 942 | 4.7% |
| 37 | 922 | 4.6% |
| 38 | 883 | 4.4% |
| 43 | 881 | 4.4% |
| 44 | 851 | 4.2% |
| 45 | 834 | 4.2% |
| 36 | 786 | 3.9% |
| Other values (60) | 11043 |
| Value | Count | Frequency (%) |
| 16 | 1 | < 0.1% |
| 18 | 1 | < 0.1% |
| 20 | 3 | < 0.1% |
| 21 | 3 | < 0.1% |
| 22 | 12 | 0.1% |
| 23 | 20 | 0.1% |
| 24 | 23 | 0.1% |
| 25 | 47 | |
| 26 | 72 | |
| 27 | 93 |
| Value | Count | Frequency (%) |
| 90 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 87 | 1 | < 0.1% |
| 84 | 3 | < 0.1% |
| 83 | 2 | < 0.1% |
| 82 | 3 | < 0.1% |
| 81 | 6 | |
| 80 | 2 | < 0.1% |
| 79 | 12 | |
| 78 | 8 |
messages_per_month
Real number (ℝ)
| Distinct | 80 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.97475 |
| Minimum | 43 |
|---|---|
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 43 |
|---|---|
| 5-th percentile | 69 |
| Q1 | 79 |
| median | 86 |
| Q3 | 93 |
| 95-th percentile | 103 |
| Maximum | 139 |
| Range | 96 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 10.467369 |
|---|---|
| Coefficient of variation (CV) | 0.12174934 |
| Kurtosis | -0.046172277 |
| Mean | 85.97475 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.05650414 |
| Sum | 1722934 |
| Variance | 109.56581 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 87 | 787 | 3.9% |
| 85 | 758 | 3.8% |
| 86 | 753 | 3.8% |
| 81 | 745 | 3.7% |
| 84 | 745 | 3.7% |
| 90 | 741 | 3.7% |
| 88 | 708 | 3.5% |
| 83 | 700 | 3.5% |
| 89 | 692 | 3.5% |
| 82 | 664 | 3.3% |
| Other values (70) | 12747 |
| Value | Count | Frequency (%) |
| 43 | 1 | < 0.1% |
| 46 | 2 | < 0.1% |
| 49 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 52 | 1 | < 0.1% |
| 53 | 4 | < 0.1% |
| 54 | 2 | < 0.1% |
| 55 | 6 | |
| 56 | 11 | |
| 57 | 9 |
| Value | Count | Frequency (%) |
| 139 | 1 | < 0.1% |
| 126 | 1 | < 0.1% |
| 125 | 1 | < 0.1% |
| 124 | 2 | < 0.1% |
| 123 | 1 | < 0.1% |
| 122 | 4 | < 0.1% |
| 121 | 2 | < 0.1% |
| 120 | 7 | |
| 119 | 11 | |
| 118 | 9 |
avg_session_minutes
Real number (ℝ)
Missing
| Distinct | 3845 |
|---|---|
| Distinct (%) | 19.8% |
| Missing | 658 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.441482 |
| Minimum | 1 |
|---|---|
| Maximum | 58.35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 12.6105 |
| Q1 | 20.75 |
| median | 26.49 |
| Q3 | 32.11 |
| 95-th percentile | 40.2395 |
| Maximum | 58.35 |
| Range | 57.35 |
| Interquartile range (IQR) | 11.36 |
Descriptive statistics
| Standard deviation | 8.3910565 |
|---|---|
| Coefficient of variation (CV) | 0.3173444 |
| Kurtosis | -0.051397901 |
| Mean | 26.441482 |
| Median Absolute Deviation (MAD) | 5.69 |
| Skewness | -0.00012481644 |
| Sum | 512488.81 |
| Variance | 70.409829 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 23 | 0.1% |
| 24.88 | 21 | 0.1% |
| 32.27 | 21 | 0.1% |
| 27.29 | 19 | 0.1% |
| 21.05 | 19 | 0.1% |
| 25.99 | 18 | 0.1% |
| 25.15 | 18 | 0.1% |
| 28.81 | 17 | 0.1% |
| 24.9 | 17 | 0.1% |
| 23.75 | 17 | 0.1% |
| Other values (3835) | 19192 | |
| (Missing) | 658 | 3.3% |
| Value | Count | Frequency (%) |
| 1 | 23 | |
| 1.02 | 1 | < 0.1% |
| 1.06 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.12 | 1 | < 0.1% |
| 1.29 | 1 | < 0.1% |
| 1.36 | 1 | < 0.1% |
| 1.38 | 1 | < 0.1% |
| 1.56 | 1 | < 0.1% |
| 1.67 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58.35 | 1 | |
| 56.93 | 1 | |
| 56.59 | 1 | |
| 55.36 | 1 | |
| 54.73 | 1 | |
| 54.33 | 1 | |
| 53.78 | 1 | |
| 53.64 | 1 | |
| 53.57 | 1 | |
| 53.28 | 1 |
credit_score
Real number (ℝ)
High correlation Missing
| Distinct | 483 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 969 |
| Missing (%) | 4.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 620.44444 |
| Minimum | 334 |
|---|---|
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 489 |
| Q1 | 567 |
| median | 621 |
| Q3 | 675 |
| 95-th percentile | 752 |
| Maximum | 850 |
| Range | 516 |
| Interquartile range (IQR) | 108 |
Descriptive statistics
| Standard deviation | 79.804125 |
|---|---|
| Coefficient of variation (CV) | 0.12862413 |
| Kurtosis | -0.063200036 |
| Mean | 620.44444 |
| Median Absolute Deviation (MAD) | 54 |
| Skewness | -0.015334055 |
| Sum | 11832496 |
| Variance | 6368.6984 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 636 | 115 | 0.6% |
| 614 | 115 | 0.6% |
| 625 | 114 | 0.6% |
| 585 | 113 | 0.6% |
| 635 | 112 | 0.6% |
| 628 | 111 | 0.6% |
| 623 | 110 | 0.5% |
| 600 | 108 | 0.5% |
| 645 | 106 | 0.5% |
| 620 | 104 | 0.5% |
| Other values (473) | 17963 | |
| (Missing) | 969 | 4.8% |
| Value | Count | Frequency (%) |
| 334 | 1 | |
| 344 | 1 | |
| 347 | 1 | |
| 349 | 1 | |
| 350 | 2 | |
| 352 | 1 | |
| 357 | 2 | |
| 361 | 1 | |
| 364 | 1 | |
| 366 | 1 |
| Value | Count | Frequency (%) |
| 850 | 42 | |
| 849 | 4 | < 0.1% |
| 848 | 2 | < 0.1% |
| 847 | 2 | < 0.1% |
| 846 | 2 | < 0.1% |
| 845 | 1 | < 0.1% |
| 844 | 2 | < 0.1% |
| 843 | 2 | < 0.1% |
| 842 | 1 | < 0.1% |
| 841 | 4 | < 0.1% |
income
Real number (ℝ)
Missing
| Distinct | 18240 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 1576 |
| Missing (%) | 7.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7532.3814 |
| Minimum | 952.57 |
|---|---|
| Maximum | 170382.45 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 952.57 |
|---|---|
| 5-th percentile | 3193.0235 |
| Q1 | 4881.135 |
| median | 6660.605 |
| Q3 | 9004.505 |
| 95-th percentile | 14078.349 |
| Maximum | 170382.45 |
| Range | 169429.88 |
| Interquartile range (IQR) | 4123.37 |
Descriptive statistics
| Standard deviation | 6388.8943 |
|---|---|
| Coefficient of variation (CV) | 0.8481905 |
| Kurtosis | 454.97788 |
| Mean | 7532.3814 |
| Median Absolute Deviation (MAD) | 1984.31 |
| Skewness | 18.151404 |
| Sum | 1.3907789 × 108 |
| Variance | 40817971 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 170382.45 | 20 | 0.1% |
| 5851.04 | 3 | < 0.1% |
| 7017.72 | 2 | < 0.1% |
| 5026.27 | 2 | < 0.1% |
| 4593.13 | 2 | < 0.1% |
| 6373.57 | 2 | < 0.1% |
| 5664.59 | 2 | < 0.1% |
| 8062.13 | 2 | < 0.1% |
| 6496.05 | 2 | < 0.1% |
| 5000.46 | 2 | < 0.1% |
| Other values (18230) | 18425 | |
| (Missing) | 1576 | 7.9% |
| Value | Count | Frequency (%) |
| 952.57 | 1 | |
| 1094.49 | 1 | |
| 1296.6 | 1 | |
| 1454.43 | 1 | |
| 1470.78 | 1 | |
| 1555.37 | 1 | |
| 1559.44 | 1 | |
| 1562.13 | 1 | |
| 1568.13 | 1 | |
| 1577.04 | 1 |
| Value | Count | Frequency (%) |
| 170382.45 | 20 | |
| 34076.49 | 1 | < 0.1% |
| 33417.29 | 1 | < 0.1% |
| 32888.26 | 1 | < 0.1% |
| 32587.13 | 1 | < 0.1% |
| 31350.92 | 1 | < 0.1% |
| 30887.29 | 1 | < 0.1% |
| 30103.68 | 1 | < 0.1% |
| 29274.15 | 1 | < 0.1% |
| 29161.19 | 1 | < 0.1% |
late_payments
Real number (ℝ)
High correlation Zeros
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56996008 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 12384 |
| Zeros (%) | 61.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.87692432 |
|---|---|
| Coefficient of variation (CV) | 1.5385715 |
| Kurtosis | 4.012319 |
| Mean | 0.56996008 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8298131 |
| Sum | 11422 |
| Variance | 0.76899626 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12384 | |
| 1 | 4996 | |
| 2 | 1839 | 9.2% |
| 3 | 607 | 3.0% |
| 4 | 160 | 0.8% |
| 5 | 40 | 0.2% |
| 6 | 12 | 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 12384 | |
| 1 | 4996 | |
| 2 | 1839 | 9.2% |
| 3 | 607 | 3.0% |
| 4 | 160 | 0.8% |
| 5 | 40 | 0.2% |
| 6 | 12 | 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 12 | 0.1% |
| 5 | 40 | 0.2% |
| 4 | 160 | 0.8% |
| 3 | 607 | 3.0% |
| 2 | 1839 | 9.2% |
| 1 | 4996 | |
| 0 | 12384 |
satisfaction_score
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| 5 | |
|---|---|
| 4 | |
| 3 | 390 |
| 2 | 15 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 5 |
| 3rd row | 5 |
| 4th row | 5 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 5 | 15689 | |
| 4 | 3946 | 19.7% |
| 3 | 390 | 1.9% |
| 2 | 15 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5 | 15689 | |
| 4 | 3946 | 19.7% |
| 3 | 390 | 1.9% |
| 2 | 15 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 15689 | |
| 4 | 3946 | 19.7% |
| 3 | 390 | 1.9% |
| 2 | 15 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 15689 | |
| 4 | 3946 | 19.7% |
| 3 | 390 | 1.9% |
| 2 | 15 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 15689 | |
| 4 | 3946 | 19.7% |
| 3 | 390 | 1.9% |
| 2 | 15 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 15689 | |
| 4 | 3946 | 19.7% |
| 3 | 390 | 1.9% |
| 2 | 15 | 0.1% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 14953 | |
| 1 | 5087 | 25.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 14953 | |
| 1 | 5087 | 25.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 14953 | |
| 1 | 5087 | 25.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14953 | |
| 1 | 5087 | 25.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14953 | |
| 1 | 5087 | 25.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 14953 | |
| 1 | 5087 | 25.4% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16177 | |
| 1 | 3863 | 19.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 16177 | |
| 1 | 3863 | 19.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16177 | |
| 1 | 3863 | 19.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16177 | |
| 1 | 3863 | 19.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16177 | |
| 1 | 3863 | 19.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20040 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 16177 | |
| 1 | 3863 | 19.3% |
next_month_spend
Real number (ℝ)
High correlation
| Distinct | 7365 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.867961 |
| Minimum | 0 |
|---|---|
| Maximum | 137.04 |
| Zeros | 68 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 156.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8.99 |
| Q1 | 19.12 |
| median | 29.74 |
| Q3 | 45.74 |
| 95-th percentile | 88.001 |
| Maximum | 137.04 |
| Range | 137.04 |
| Interquartile range (IQR) | 26.62 |
Descriptive statistics
| Standard deviation | 23.562896 |
|---|---|
| Coefficient of variation (CV) | 0.65693437 |
| Kurtosis | 1.2613828 |
| Mean | 35.867961 |
| Median Absolute Deviation (MAD) | 12.495 |
| Skewness | 1.2462585 |
| Sum | 718793.93 |
| Variance | 555.21007 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 68 | 0.3% |
| 14.69 | 13 | 0.1% |
| 20.41 | 12 | 0.1% |
| 18.43 | 12 | 0.1% |
| 20.47 | 12 | 0.1% |
| 20.22 | 11 | 0.1% |
| 25.51 | 11 | 0.1% |
| 23.85 | 11 | 0.1% |
| 20.4 | 11 | 0.1% |
| 21.43 | 11 | 0.1% |
| Other values (7355) | 19868 |
| Value | Count | Frequency (%) |
| 0 | 68 | |
| 0.07 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.15 | 1 | < 0.1% |
| 0.19 | 1 | < 0.1% |
| 0.21 | 1 | < 0.1% |
| 0.29 | 1 | < 0.1% |
| 0.33 | 1 | < 0.1% |
| 0.34 | 1 | < 0.1% |
| 0.4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 137.04 | 1 | |
| 136.86 | 1 | |
| 136.04 | 1 | |
| 135.59 | 1 | |
| 134.73 | 1 | |
| 133.41 | 1 | |
| 133.31 | 1 | |
| 132.38 | 1 | |
| 129.34 | 1 | |
| 129.06 | 1 |
review_text
Categorical
High correlation Missing
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 204 |
| Missing (%) | 1.0% |
| Memory size | 1.9 MiB |
| Fantastic experience from start to finish. | |
|---|---|
| Love it. Features are exactly what I need. | |
| Excellent! Fast, reliable, and great support. | |
| Pretty satisfied with the features for the price. | |
| Support was helpful and response time was decent. | |
| Other values (7) |
Length
| Max length | 55 |
|---|---|
| Median length | 42 |
| Mean length | 43.364438 |
| Min length | 26 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Support was helpful and response time was decent. |
|---|---|
| 2nd row | Love it. Features are exactly what I need. |
| 3rd row | Fantastic experience from start to finish. |
| 4th row | Love it. Features are exactly what I need. |
| 5th row | Love it. Features are exactly what I need. |
Common Values
| Value | Count | Frequency (%) |
| Fantastic experience from start to finish. | 5214 | |
| Love it. Features are exactly what I need. | 5203 | |
| Excellent! Fast, reliable, and great support. | 5099 | |
| Pretty satisfied with the features for the price. | 1317 | 6.6% |
| Support was helpful and response time was decent. | 1304 | 6.5% |
| Good service and the app is improving. | 1297 | 6.5% |
| Neither good nor bad. Meets basic expectations. | 135 | 0.7% |
| It's okay. Does the job most of the time. | 129 | 0.6% |
| Average experience so far. | 123 | 0.6% |
| Not great. Some features are buggy. | 8 | < 0.1% |
| Other values (2) | 7 | < 0.1% |
| (Missing) | 204 | 1.0% |
Length
| Value | Count | Frequency (%) |
| and | 7707 | 5.7% |
| features | 6528 | 4.8% |
| support | 6406 | 4.7% |
| experience | 5337 | 3.9% |
| to | 5214 | 3.8% |
| finish | 5214 | 3.8% |
| from | 5214 | 3.8% |
| fantastic | 5214 | 3.8% |
| start | 5214 | 3.8% |
| are | 5211 | 3.8% |
| Other values (54) | 78995 |
Most occurring characters
| Value | Count | Frequency (%) |
| 116418 | ||
| e | 105853 | |
| t | 82940 | 9.6% |
| a | 66815 | 7.8% |
| r | 52498 | 6.1% |
| s | 43761 | 5.1% |
| i | 43604 | 5.1% |
| n | 37970 | 4.4% |
| o | 29884 | 3.5% |
| l | 28216 | 3.3% |
| Other values (31) | 252218 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 860177 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 116418 | ||
| e | 105853 | |
| t | 82940 | 9.6% |
| a | 66815 | 7.8% |
| r | 52498 | 6.1% |
| s | 43761 | 5.1% |
| i | 43604 | 5.1% |
| n | 37970 | 4.4% |
| o | 29884 | 3.5% |
| l | 28216 | 3.3% |
| Other values (31) | 252218 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 860177 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 116418 | ||
| e | 105853 | |
| t | 82940 | 9.6% |
| a | 66815 | 7.8% |
| r | 52498 | 6.1% |
| s | 43761 | 5.1% |
| i | 43604 | 5.1% |
| n | 37970 | 4.4% |
| o | 29884 | 3.5% |
| l | 28216 | 3.3% |
| Other values (31) | 252218 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 860177 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 116418 | ||
| e | 105853 | |
| t | 82940 | 9.6% |
| a | 66815 | 7.8% |
| r | 52498 | 6.1% |
| s | 43761 | 5.1% |
| i | 43604 | 5.1% |
| n | 37970 | 4.4% |
| o | 29884 | 3.5% |
| l | 28216 | 3.3% |
| Other values (31) | 252218 |
Interactions
Correlations
| age | avg_session_minutes | calls_per_month | churned | contract | credit_score | customer_id | data_usage_gb | defaulted_loan | device_type | gender | has_app | has_international_plan | income | lat | late_payments | lng | messages_per_month | monthly_charges | next_month_spend | payment_method | plan_type | province | review_text | satisfaction_score | support_tickets_last_6mo | tenure_months | total_charges | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | -0.002 | 0.001 | 0.027 | 0.018 | -0.002 | 0.003 | 0.004 | 0.011 | 0.000 | 0.000 | 0.012 | 0.011 | 0.005 | 0.006 | 0.006 | -0.001 | -0.003 | 0.004 | -0.001 | 0.000 | 0.000 | 0.009 | 0.013 | 0.009 | 0.004 | 0.005 | 0.008 |
| avg_session_minutes | -0.002 | 1.000 | 0.078 | 0.008 | 0.005 | 0.007 | 0.007 | 0.053 | 0.000 | 0.013 | 0.012 | 0.249 | 0.000 | -0.017 | 0.002 | -0.007 | 0.005 | -0.005 | 0.096 | 0.104 | 0.009 | 0.113 | 0.000 | 0.000 | 0.011 | -0.041 | -0.009 | 0.059 |
| calls_per_month | 0.001 | 0.078 | 1.000 | 0.014 | 0.000 | 0.003 | 0.003 | 0.170 | 0.000 | 0.016 | 0.018 | 0.011 | 0.422 | -0.001 | -0.001 | 0.003 | -0.007 | -0.003 | 0.311 | 0.348 | 0.000 | 0.427 | 0.005 | 0.010 | 0.022 | 0.004 | -0.011 | 0.192 |
| churned | 0.027 | 0.008 | 0.014 | 1.000 | 0.154 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.102 | 0.000 | 0.011 | 0.000 | 0.006 | 0.000 | 0.017 | 0.022 | 0.264 | 0.017 | 0.025 | 0.000 | 0.049 | 0.048 | 0.059 | 0.000 | 0.022 |
| contract | 0.018 | 0.005 | 0.000 | 0.154 | 1.000 | 0.000 | 0.006 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.003 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.004 | 0.002 | 0.000 | 0.000 | 0.013 |
| credit_score | -0.002 | 0.007 | 0.003 | 0.000 | 0.000 | 1.000 | -0.001 | -0.006 | 0.169 | 0.001 | 0.000 | 0.000 | 0.015 | -0.009 | -0.000 | -0.541 | -0.001 | 0.011 | 0.004 | 0.000 | 0.005 | 0.008 | 0.008 | 0.023 | 0.046 | 0.011 | -0.005 | -0.005 |
| customer_id | 0.003 | 0.007 | 0.003 | 0.005 | 0.006 | -0.001 | 1.000 | -0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | -0.002 | 0.002 | 0.008 | -0.008 | 0.004 | -0.003 | -0.002 | 0.000 | 0.000 | 0.000 | 0.004 | 0.008 | 0.006 | -0.013 | -0.013 |
| data_usage_gb | 0.004 | 0.053 | 0.170 | 0.000 | 0.000 | -0.006 | -0.010 | 1.000 | 0.021 | 0.018 | 0.022 | 0.000 | 0.000 | 0.003 | 0.003 | 0.013 | 0.007 | -0.000 | 0.190 | 0.328 | 0.007 | 0.068 | 0.000 | 0.028 | 0.024 | 0.006 | -0.001 | 0.123 |
| defaulted_loan | 0.011 | 0.000 | 0.000 | 0.000 | 0.004 | 0.169 | 0.000 | 0.021 | 1.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.013 | 0.023 | 0.131 | 0.007 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.004 | 0.024 | 0.028 | 0.000 | 0.000 | 0.015 |
| device_type | 0.000 | 0.013 | 0.016 | 0.000 | 0.000 | 0.001 | 0.000 | 0.018 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.326 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 |
| gender | 0.000 | 0.012 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.018 | 0.000 | 1.000 | 0.003 | 0.000 | 0.003 | 0.000 | 0.000 | 0.009 | 0.013 | 0.000 | 0.005 | 0.010 | 0.000 | 0.011 | 0.005 | 0.008 | 0.000 | 0.003 | 0.000 |
| has_app | 0.012 | 0.249 | 0.011 | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.022 | 0.006 | 0.010 | 0.013 | 0.000 | 0.013 | 0.133 | 0.134 | 0.184 | 0.000 | 0.020 |
| has_international_plan | 0.011 | 0.000 | 0.422 | 0.000 | 0.000 | 0.015 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.024 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.024 |
| income | 0.005 | -0.017 | -0.001 | 0.011 | 0.000 | -0.009 | -0.002 | 0.003 | 0.013 | 0.000 | 0.003 | 0.000 | 0.003 | 1.000 | -0.003 | 0.007 | -0.008 | 0.004 | 0.010 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | -0.007 | 0.000 |
| lat | 0.006 | 0.002 | -0.001 | 0.000 | 0.016 | -0.000 | 0.002 | 0.003 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | -0.003 | 1.000 | 0.003 | 0.339 | -0.001 | -0.005 | 0.001 | 0.000 | 0.005 | 0.683 | 0.010 | 0.000 | 0.005 | 0.003 | -0.000 |
| late_payments | 0.006 | -0.007 | 0.003 | 0.006 | 0.000 | -0.541 | 0.008 | 0.013 | 0.131 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.003 | 1.000 | 0.000 | -0.013 | 0.001 | 0.004 | 0.000 | 0.000 | 0.000 | 0.074 | 0.119 | -0.013 | 0.006 | 0.009 |
| lng | -0.001 | 0.005 | -0.007 | 0.000 | 0.003 | -0.001 | -0.008 | 0.007 | 0.007 | 0.000 | 0.009 | 0.012 | 0.000 | -0.008 | 0.339 | 0.000 | 1.000 | -0.005 | -0.004 | -0.003 | 0.016 | 0.000 | 0.730 | 0.008 | 0.007 | 0.002 | -0.003 | -0.004 |
| messages_per_month | -0.003 | -0.005 | -0.003 | 0.017 | 0.000 | 0.011 | 0.004 | -0.000 | 0.000 | 0.326 | 0.013 | 0.022 | 0.000 | 0.004 | -0.001 | -0.013 | -0.005 | 1.000 | -0.007 | 0.004 | 0.000 | 0.000 | 0.000 | 0.013 | 0.011 | -0.002 | -0.006 | -0.007 |
| monthly_charges | 0.004 | 0.096 | 0.311 | 0.022 | 0.000 | 0.004 | -0.003 | 0.190 | 0.008 | 0.000 | 0.000 | 0.006 | 0.011 | 0.010 | -0.005 | 0.001 | -0.004 | -0.007 | 1.000 | 0.906 | 0.016 | 0.454 | 0.000 | 0.021 | 0.033 | 0.003 | 0.010 | 0.611 |
| next_month_spend | -0.001 | 0.104 | 0.348 | 0.264 | 0.025 | 0.000 | -0.002 | 0.328 | 0.000 | 0.000 | 0.005 | 0.010 | 0.024 | 0.015 | 0.001 | 0.004 | -0.003 | 0.004 | 0.906 | 1.000 | 0.000 | 0.810 | 0.000 | 0.026 | 0.041 | -0.002 | 0.011 | 0.563 |
| payment_method | 0.000 | 0.009 | 0.000 | 0.017 | 0.000 | 0.005 | 0.000 | 0.007 | 0.000 | 0.000 | 0.010 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.016 | 0.000 | 1.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.010 | 0.000 | 0.011 |
| plan_type | 0.000 | 0.113 | 0.427 | 0.025 | 0.000 | 0.008 | 0.000 | 0.068 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.454 | 0.810 | 0.000 | 1.000 | 0.000 | 0.028 | 0.026 | 0.000 | 0.000 | 0.496 |
| province | 0.009 | 0.000 | 0.005 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.004 | 0.000 | 0.011 | 0.013 | 0.000 | 0.000 | 0.683 | 0.000 | 0.730 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 1.000 | 0.008 | 0.007 | 0.000 | 0.000 | 0.000 |
| review_text | 0.013 | 0.000 | 0.010 | 0.049 | 0.004 | 0.023 | 0.004 | 0.028 | 0.024 | 0.000 | 0.005 | 0.133 | 0.009 | 0.000 | 0.010 | 0.074 | 0.008 | 0.013 | 0.021 | 0.026 | 0.000 | 0.028 | 0.008 | 1.000 | 1.000 | 0.151 | 0.005 | 0.000 |
| satisfaction_score | 0.009 | 0.011 | 0.022 | 0.048 | 0.002 | 0.046 | 0.008 | 0.024 | 0.028 | 0.000 | 0.008 | 0.134 | 0.000 | 0.000 | 0.000 | 0.119 | 0.007 | 0.011 | 0.033 | 0.041 | 0.000 | 0.026 | 0.007 | 1.000 | 1.000 | 0.246 | 0.000 | 0.015 |
| support_tickets_last_6mo | 0.004 | -0.041 | 0.004 | 0.059 | 0.000 | 0.011 | 0.006 | 0.006 | 0.000 | 0.000 | 0.000 | 0.184 | 0.000 | 0.001 | 0.005 | -0.013 | 0.002 | -0.002 | 0.003 | -0.002 | 0.010 | 0.000 | 0.000 | 0.151 | 0.246 | 1.000 | -0.003 | -0.003 |
| tenure_months | 0.005 | -0.009 | -0.011 | 0.000 | 0.000 | -0.005 | -0.013 | -0.001 | 0.000 | 0.015 | 0.003 | 0.000 | 0.000 | -0.007 | 0.003 | 0.006 | -0.003 | -0.006 | 0.010 | 0.011 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | -0.003 | 1.000 | 0.744 |
| total_charges | 0.008 | 0.059 | 0.192 | 0.022 | 0.013 | -0.005 | -0.013 | 0.123 | 0.015 | 0.000 | 0.000 | 0.020 | 0.024 | 0.000 | -0.000 | 0.009 | -0.004 | -0.007 | 0.611 | 0.563 | 0.011 | 0.496 | 0.000 | 0.000 | 0.015 | -0.003 | 0.744 | 1.000 |
Missing values
Sample
| customer_id | signup_date | last_seen | age | gender | province | lat | lng | plan_type | contract | payment_method | device_type | has_app | has_international_plan | tenure_months | monthly_charges | total_charges | support_tickets_last_6mo | data_usage_gb | calls_per_month | messages_per_month | avg_session_minutes | credit_score | income | late_payments | satisfaction_score | churned | defaulted_loan | next_month_spend | review_text | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2381 | 2023-10-04 | 2025-07-01 | 37 | Male | Matabeleland North | -18.5037 | 27.6997 | Premium | Month-to-Month | NaN | Android | 1 | 0 | 21 | 48.99 | 986.33 | 3 | 17.01 | 59 | 76 | 26.40 | 538.0 | 4368.38 | 1 | 4 | 0 | 0 | 59.47 | Support was helpful and response time was decent. |
| 1 | 8744 | 2018-05-18 | 2020-11-22 | 27 | Female | Mashonaland West | -17.1791 | 30.2245 | Prepaid | Month-to-Month | Credit Card | Android | 1 | 0 | 30 | 8.88 | 260.98 | 0 | 11.93 | 39 | 108 | 32.68 | 607.0 | 13421.71 | 0 | 5 | 0 | 0 | 9.73 | Love it. Features are exactly what I need. |
| 2 | 14095 | 2022-11-11 | 2023-11-01 | 28 | Male | Midlands | -19.9162 | 29.9921 | Prepaid | One Year | EcoCash | Android | 1 | 0 | 11 | 14.10 | 169.30 | 0 | 3.66 | 41 | 89 | 17.35 | 667.0 | NaN | 1 | 5 | 0 | 0 | 24.18 | Fantastic experience from start to finish. |
| 3 | 2860 | 2019-03-24 | 2020-05-03 | 37 | Male | Bulawayo | -20.1407 | 28.6429 | Prepaid | Month-to-Month | EcoCash | Android | 1 | 0 | 13 | 15.42 | 186.67 | 0 | 8.53 | 31 | 92 | 30.85 | 486.0 | 8896.62 | 2 | 5 | 0 | 1 | 22.16 | Love it. Features are exactly what I need. |
| 4 | 17946 | 2020-02-23 | 2020-10-12 | 18 | Female | Matabeleland South | -20.7940 | 29.4687 | Postpaid | Two Year | Debit Card | iOS | 1 | 1 | 7 | 34.55 | 244.79 | 2 | 8.83 | 44 | 64 | 24.68 | 670.0 | 6673.12 | 0 | 5 | 0 | 0 | 44.83 | Love it. Features are exactly what I need. |
| 5 | 8139 | 2021-10-09 | 2024-08-02 | 25 | Female | Mashonaland Central | -16.7326 | 31.0045 | Postpaid | Month-to-Month | EcoCash | iOS | 1 | 0 | 34 | 28.95 | 1010.01 | 2 | 5.44 | 45 | 85 | 41.02 | 525.0 | NaN | 3 | 5 | 0 | 0 | 37.43 | Fantastic experience from start to finish. |
| 6 | 5249 | 2021-03-13 | 2022-01-31 | 25 | Male | Matabeleland North | -18.4700 | 27.5706 | Prepaid | One Year | EcoCash | Android | 1 | 0 | 10 | 14.39 | 133.16 | 0 | 4.83 | 44 | 81 | 31.67 | 774.0 | 9734.43 | 0 | 5 | 0 | 0 | 3.53 | Fantastic experience from start to finish. |
| 7 | 1338 | 2022-10-05 | 2025-03-12 | 43 | Male | Mashonaland East | -18.2807 | 32.3509 | Postpaid | One Year | Cash | Android | 1 | 0 | 29 | 27.49 | 804.27 | 0 | 9.88 | 38 | 98 | 26.80 | 685.0 | 4036.29 | 0 | 5 | 0 | 0 | 39.01 | Love it. Features are exactly what I need. |
| 8 | 1291 | 2020-10-11 | 2021-05-28 | 36 | Female | Bulawayo | -19.7774 | 28.3943 | Postpaid | Month-to-Month | EcoCash | iOS | 1 | 0 | 7 | 25.18 | 164.46 | 0 | 14.14 | 44 | 81 | 25.78 | 664.0 | 5493.90 | 0 | 5 | 0 | 0 | 34.90 | Love it. Features are exactly what I need. |
| 9 | 1007 | 2022-11-05 | 2022-11-10 | 51 | Female | Bulawayo | -19.7937 | 28.7199 | Premium | One Year | EcoCash | iOS | 0 | 0 | 0 | 81.80 | 0.00 | 1 | 11.42 | 58 | 85 | NaN | 645.0 | 3394.14 | 0 | 5 | 0 | 0 | 98.00 | Fantastic experience from start to finish. |
| customer_id | signup_date | last_seen | age | gender | province | lat | lng | plan_type | contract | payment_method | device_type | has_app | has_international_plan | tenure_months | monthly_charges | total_charges | support_tickets_last_6mo | data_usage_gb | calls_per_month | messages_per_month | avg_session_minutes | credit_score | income | late_payments | satisfaction_score | churned | defaulted_loan | next_month_spend | review_text | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20030 | 11364 | 2020-08-08 | 2020-09-05 | 40 | Female | Mashonaland Central | -16.1627 | 31.3112 | Prepaid | Month-to-Month | Credit Card | Android | 1 | 1 | 0 | 18.67 | 0.00 | 1 | 3.68 | 53 | 86 | 48.16 | 514.0 | 5597.67 | 0 | 5 | 0 | 1 | 14.45 | Love it. Features are exactly what I need. |
| 20031 | 14424 | 2018-09-12 | 2020-06-23 | 44 | Male | Matabeleland North | -18.4052 | 27.4453 | Prepaid | Month-to-Month | Credit Card | Android | 1 | 1 | 21 | 7.83 | 176.83 | 0 | 26.72 | 67 | 85 | 17.97 | 445.0 | 7181.52 | 2 | 4 | 0 | 0 | 24.11 | Pretty satisfied with the features for the price. |
| 20032 | 4427 | 2019-08-29 | 2020-06-20 | 30 | Male | Matabeleland South | -20.8394 | 29.0095 | Prepaid | Month-to-Month | Debit Card | Web | 1 | 0 | 9 | 19.24 | 175.42 | 0 | 4.10 | 39 | 76 | 19.42 | 695.0 | 10955.67 | 0 | 5 | 0 | 0 | 16.13 | Fantastic experience from start to finish. |
| 20033 | 16851 | 2024-04-11 | 2025-06-24 | 27 | Male | Matabeleland North | -18.4572 | 27.4358 | Premium | One Year | Debit Card | Android | 1 | 1 | 14 | 75.07 | 1081.54 | 0 | 22.90 | 74 | 98 | 32.02 | 460.0 | 2977.49 | 2 | 3 | 0 | 0 | 92.53 | It's okay. Does the job most of the time. |
| 20034 | 6266 | 2021-07-04 | 2023-11-26 | 33 | Male | Midlands | -19.3262 | 29.7608 | Prepaid | One Year | Debit Card | Android | 1 | 1 | 29 | 7.98 | 230.01 | 1 | 7.69 | 50 | 101 | 33.77 | 680.0 | 6982.97 | 0 | 4 | 0 | 0 | 10.53 | Support was helpful and response time was decent. |
| 20035 | 11285 | 2024-02-27 | 2025-09-30 | 51 | Male | Mashonaland Central | -16.7711 | 30.6232 | Postpaid | Month-to-Month | Debit Card | Android | 1 | 0 | 19 | 32.30 | 631.09 | 0 | 9.21 | 37 | 81 | 24.74 | 533.0 | NaN | 1 | 5 | 0 | 0 | 42.12 | Excellent! Fast, reliable, and great support. |
| 20036 | 11965 | 2021-11-01 | 2023-02-06 | 18 | Female | Mashonaland East | -18.4501 | 32.2472 | Postpaid | Month-to-Month | Debit Card | Android | 1 | 0 | 15 | 38.52 | 615.73 | 0 | 10.32 | 38 | 80 | 24.47 | 521.0 | 13032.40 | 0 | 5 | 1 | 0 | 47.78 | Excellent! Fast, reliable, and great support. |
| 20037 | 5391 | 2018-12-23 | 2019-06-08 | 24 | Female | Mashonaland Central | -16.8615 | 31.1293 | Postpaid | Month-to-Month | Credit Card | Android | 1 | 0 | 5 | 37.11 | 197.27 | 0 | 6.20 | 28 | 90 | 33.28 | 633.0 | 5464.86 | 0 | 5 | 0 | 0 | 38.08 | Love it. Features are exactly what I need. |
| 20038 | 861 | 2023-06-06 | 2024-08-01 | 34 | Female | Mashonaland West | -17.4639 | 30.5270 | Postpaid | One Year | Debit Card | Android | 1 | 0 | 14 | 25.77 | 355.52 | 0 | 18.12 | 45 | 101 | 20.72 | 493.0 | NaN | 1 | 5 | 1 | 0 | 27.89 | Love it. Features are exactly what I need. |
| 20039 | 15796 | 2019-06-22 | 2022-05-15 | 31 | Female | Harare | -17.7882 | 31.0157 | Postpaid | One Year | Debit Card | Android | 1 | 0 | 35 | 39.45 | 1379.02 | 1 | 15.85 | 32 | 89 | 30.82 | 684.0 | 3645.68 | 0 | 5 | 0 | 1 | 50.08 | Love it. Features are exactly what I need. |
Duplicate rows
Most frequently occurring
| customer_id | signup_date | last_seen | age | gender | province | lat | lng | plan_type | contract | payment_method | device_type | has_app | has_international_plan | tenure_months | monthly_charges | total_charges | support_tickets_last_6mo | data_usage_gb | calls_per_month | messages_per_month | avg_session_minutes | credit_score | income | late_payments | satisfaction_score | churned | defaulted_loan | next_month_spend | review_text | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1204 | 2020-04-07 | 2020-12-28 | 31 | Male | Manicaland | -19.3451 | 32.5371 | Postpaid | Month-to-Month | Cash | iOS | 1 | 0 | 8 | 31.72 | 237.44 | 0 | 3.96 | 38 | 77 | 28.81 | 434.0 | 5948.24 | 1 | 5 | 0 | 0 | 29.11 | Love it. Features are exactly what I need. | 2 |
| 1 | 2559 | 2018-07-16 | 2019-09-12 | 39 | Female | Mashonaland Central | -16.5450 | 31.1915 | Prepaid | One Year | Debit Card | iOS | 1 | 0 | 14 | 13.02 | 196.51 | 1 | 13.48 | 43 | 82 | 17.42 | 600.0 | NaN | 0 | 5 | 0 | 1 | 24.76 | Excellent! Fast, reliable, and great support. | 2 |
| 2 | 2745 | 2022-05-10 | 2024-08-27 | 47 | Male | Mashonaland Central | -16.5432 | 31.1210 | Prepaid | Month-to-Month | EcoCash | Web | 1 | 0 | 28 | 17.90 | 519.67 | 2 | 9.03 | 22 | 75 | 17.47 | 635.0 | 4182.88 | 0 | 5 | 0 | 0 | 17.50 | Fantastic experience from start to finish. | 2 |
| 3 | 3116 | 2024-02-21 | 2025-09-30 | 35 | Female | Mashonaland West | -17.1490 | 30.7169 | Prepaid | Month-to-Month | NaN | Android | 0 | 0 | 19 | 12.66 | 249.82 | 1 | NaN | 36 | 101 | 11.25 | 778.0 | 3754.91 | 0 | 5 | 1 | 0 | 5.72 | Love it. Features are exactly what I need. | 2 |
| 4 | 3439 | 2024-06-30 | 2025-09-30 | 42 | Female | Matabeleland South | -21.0011 | 28.5506 | Premium | Month-to-Month | Debit Card | Web | 1 | 0 | 15 | 80.93 | 1209.35 | 0 | 11.76 | 58 | 80 | NaN | 542.0 | 8062.13 | 0 | 5 | 0 | 1 | 95.82 | Excellent! Fast, reliable, and great support. | 2 |
| 5 | 3781 | 2020-10-18 | 2021-05-01 | 31 | Female | Matabeleland North | -18.5383 | 27.5517 | Postpaid | One Year | EcoCash | iOS | 1 | 0 | 6 | 33.70 | 185.74 | 1 | 3.88 | 43 | 64 | 21.05 | 562.0 | 6714.57 | 2 | 5 | 1 | 0 | 30.97 | Fantastic experience from start to finish. | 2 |
| 6 | 5348 | 2019-10-21 | 2022-01-04 | 20 | Male | Bulawayo | -20.0610 | 28.6791 | Prepaid | Month-to-Month | Debit Card | Web | 1 | 0 | 26 | 16.91 | 448.60 | 1 | 5.71 | 46 | 62 | 22.81 | 690.0 | 7739.48 | 0 | 5 | 0 | 0 | 22.26 | Love it. Features are exactly what I need. | 2 |
| 7 | 6300 | 2020-03-07 | 2020-08-27 | 20 | Female | Bulawayo | -20.2098 | 28.6688 | Premium | Month-to-Month | EcoCash | iOS | 0 | 0 | 5 | 59.14 | 298.77 | 1 | 10.05 | 40 | 78 | 32.19 | 589.0 | 3570.65 | 0 | 5 | 0 | 0 | 69.37 | Fantastic experience from start to finish. | 2 |
| 8 | 6721 | 2023-05-28 | 2023-06-04 | 31 | Male | Matabeleland North | -18.5992 | 27.7133 | Prepaid | Month-to-Month | Debit Card | Android | 0 | 0 | 0 | 20.24 | 0.00 | 2 | 13.37 | 41 | 109 | 19.12 | NaN | 7266.04 | 0 | 5 | 1 | 0 | 19.03 | Fantastic experience from start to finish. | 2 |
| 9 | 6749 | 2024-12-12 | 2025-09-30 | 38 | Male | Mashonaland West | -17.3666 | 30.2558 | Premium | Month-to-Month | Credit Card | Android | 1 | 0 | 9 | 75.35 | 649.41 | 0 | 19.09 | 51 | 89 | 31.67 | 532.0 | 1869.06 | 0 | 4 | 0 | 0 | 95.46 | Support was helpful and response time was decent. | 2 |